{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pickle\n",
    "\n",
    "HOME = os.getcwd()\n",
    "data_file_path = os.path.join(HOME, 'record.pkl')\n",
    "data = dict()\n",
    "\n",
    "with open(data_file_path, 'rb') as f:\n",
    "    data = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'loss vs. frames')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(data['loss'])\n",
    "plt.xlabel('frame')\n",
    "plt.ylabel('loss')\n",
    "plt.title('loss vs. frames')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e55d9921d0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data['score'])\n",
    "\n",
    "# plot roll mean"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "drl",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
